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Updated: Nov 14, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
QIBA guidance: Computed tomography imaging for COVID-19 quantitative imaging applications.
Ricardo S Avila1, Sean B Fain2, Chuck Hatt3
1Accumetra, LLC, United States of America.
Standardized computed tomography (CT) lung imaging protocols are crucial for developing reliable quantitative imaging biomarkers for COVID-19. This guidance ensures consistent data for AI algorithms, improving COVID-19 assessment and prediction.
Area of Science:
- Radiology
- Medical Imaging
- Artificial Intelligence
Background:
- The COVID-19 pandemic has increased the use of computed tomography (CT) lung imaging for patient care and biomarker discovery.
- Quantitative CT imaging, utilizing AI, offers potential for assessing COVID-19 severity, differential diagnosis, and disease progression.
Purpose of the Study:
- To establish best practices for quantitative CT lung imaging in the context of COVID-19.
- To accelerate the development of robust quantitative imaging algorithms and tools for COVID-19 research.
Main Methods:
- Development of best practice guidelines by the RSNA QIBA CT Lung Density Profile Committee and CT Small Lung Nodule Profile Committee.
- Recommendations for CT image acquisition settings for contemporary scanners.
- Guidance on scientific publication reporting and open data sharing.
Main Results:
- A set of best practices for quantitative CT lung imaging for COVID-19 has been developed.
- Specific recommendations for CT image acquisition are provided.
- Emphasis is placed on standardized reporting and data contribution to open science.
Conclusions:
- Adherence to standardized quantitative CT imaging protocols is essential for reliable COVID-19 biomarker development.
- These guidelines aim to improve the consistency and comparability of quantitative CT data globally.
- Promoting open data sharing will further accelerate research and clinical application of quantitative CT for COVID-19.
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